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hi and welcome back to the channel as many of you know I cover a lot of things on this channel mostly dealing with text-based problems using natural language processing and how they can be applied to more out of scope problems specifically for those in the digital Humanities now in this video Im going to be building on a trend Ive been looking at for the past few weeks where we turn away from NLP and look more at image based problems now the nice thing about this video is that its going to bridge the gap between these two different things that we see covered on this channel were specifically going to be looking at how we can use machine learning to embed both text and images simultaneously using a clip model now a clip model comes to us from open AI which is a great producer of all things machine learning theyre behind things like gpt3 Etc that youve seen in the news now what makes a clip model particularly useful is that both images and text are encoded in the same Vector space